Optimizing Chain-of-Thought Confidence via Topological and Dirichlet Risk Analysis. - Abhishek More; Anthony Zhang; Nicole Bonilla; Ashvik Vivekan; Kevin Zhu; Parham Sharafoleslami; Maheep Chaudhary (CoRR, 2025)